Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 534 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 78.7 KiB |
| Average record size in memory | 151.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 6 |
EXPERIENCE is highly overall correlated with AGE and 3 other fields | High correlation |
AGE is highly overall correlated with EXPERIENCE and 3 other fields | High correlation |
exp_div_edu is highly overall correlated with EXPERIENCE and 3 other fields | High correlation |
exp_div_age is highly overall correlated with EXPERIENCE and 3 other fields | High correlation |
exp_squared is highly overall correlated with EXPERIENCE and 3 other fields | High correlation |
EXPERIENCE has 11 (2.1%) zeros | Zeros |
exp_div_edu has 11 (2.1%) zeros | Zeros |
exp_div_age has 11 (2.1%) zeros | Zeros |
exp_squared has 11 (2.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-02 20:08:42.042627 |
|---|---|
| Analysis finished | 2023-10-02 20:08:45.263071 |
| Duration | 3.22 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
WAGE
Real number (ℝ)
| Distinct | 238 |
|---|---|
| Distinct (%) | 44.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0591886 |
| Minimum | 0 |
|---|---|
| Maximum | 3.7954892 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.252763 |
| Q1 | 1.6582281 |
| median | 2.0515563 |
| Q3 | 2.4203681 |
| 95-th percentile | 2.9947318 |
| Maximum | 3.7954892 |
| Range | 3.7954892 |
| Interquartile range (IQR) | 0.76214005 |
Descriptive statistics
| Standard deviation | 0.52774223 |
|---|---|
| Coefficient of variation (CV) | 0.25628649 |
| Kurtosis | -0.11709129 |
| Mean | 2.0591886 |
| Median Absolute Deviation (MAD) | 0.3811958 |
| Skewness | 0.099748935 |
| Sum | 1099.6067 |
| Variance | 0.27851186 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.609437912 | 18 | 3.4% |
| 2.302585093 | 18 | 3.4% |
| 2.014903021 | 14 | 2.6% |
| 1.504077397 | 12 | 2.2% |
| 1.832581464 | 12 | 2.2% |
| 1.208960346 | 12 | 2.2% |
| 1.704748092 | 12 | 2.2% |
| 1.945910149 | 12 | 2.2% |
| 1.791759469 | 11 | 2.1% |
| 2.079441542 | 11 | 2.1% |
| Other values (228) | 402 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.2% |
| 0.5596157879 | 1 | 0.2% |
| 0.6981347221 | 1 | 0.2% |
| 1.047318994 | 1 | 0.2% |
| 1.098612289 | 2 | 0.4% |
| 1.208960346 | 12 | |
| 1.223775432 | 2 | 0.4% |
| 1.232560261 | 1 | 0.2% |
| 1.238374231 | 1 | 0.2% |
| 1.252762968 | 10 |
| Value | Count | Frequency (%) |
| 3.795489189 | 1 | 0.2% |
| 3.269188639 | 1 | 0.2% |
| 3.258096538 | 1 | 0.2% |
| 3.218875825 | 1 | 0.2% |
| 3.218075505 | 6 | |
| 3.146305132 | 1 | 0.2% |
| 3.128075461 | 1 | 0.2% |
| 3.113515309 | 4 | |
| 3.100092289 | 3 | |
| 3.091042453 | 1 | 0.2% |
OCCUPATION
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1479401 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.6558004 |
|---|---|
| Coefficient of variation (CV) | 0.39918619 |
| Kurtosis | -0.92965189 |
| Mean | 4.1479401 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.49087325 |
| Sum | 2215 |
| Variance | 2.7416749 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 6 | 156 | |
| 5 | 105 | |
| 3 | 97 | |
| 4 | 83 | |
| 1 | 55 | 10.3% |
| 2 | 38 | 7.1% |
| Value | Count | Frequency (%) |
| 1 | 55 | 10.3% |
| 2 | 38 | 7.1% |
| 3 | 97 | |
| 4 | 83 | |
| 5 | 105 | |
| 6 | 156 |
| Value | Count | Frequency (%) |
| 6 | 156 | |
| 5 | 105 | |
| 4 | 83 | |
| 3 | 97 | |
| 2 | 38 | 7.1% |
| 1 | 55 | 10.3% |
SECTOR
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 24.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 24 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 534 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 99 | 18.5% |
| 2 | 24 | 4.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 99 | 18.5% |
| 2 | 24 | 4.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 99 | 18.5% |
| 2 | 24 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 534 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 99 | 18.5% |
| 2 | 24 | 4.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 534 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 99 | 18.5% |
| 2 | 24 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 534 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 99 | 18.5% |
| 2 | 24 | 4.5% |
UNION
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 24.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 534 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 438 | |
| 1 | 96 | 18.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 438 | |
| 1 | 96 | 18.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 438 | |
| 1 | 96 | 18.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 534 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 438 | |
| 1 | 96 | 18.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 534 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 438 | |
| 1 | 96 | 18.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 534 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 438 | |
| 1 | 96 | 18.0% |
EDUCATION
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.018727 |
| Minimum | 2 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 8.65 |
| Q1 | 12 |
| median | 12 |
| Q3 | 15 |
| 95-th percentile | 18 |
| Maximum | 18 |
| Range | 16 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.6153726 |
|---|---|
| Coefficient of variation (CV) | 0.20089312 |
| Kurtosis | 0.84077499 |
| Mean | 13.018727 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.2036776 |
| Sum | 6952 |
| Variance | 6.840174 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 12 | 219 | |
| 16 | 71 | 13.3% |
| 14 | 56 | 10.5% |
| 13 | 37 | 6.9% |
| 18 | 31 | 5.8% |
| 11 | 27 | 5.1% |
| 17 | 24 | 4.5% |
| 10 | 17 | 3.2% |
| 8 | 15 | 2.8% |
| 15 | 13 | 2.4% |
| Other values (7) | 24 | 4.5% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.2% |
| 3 | 1 | 0.2% |
| 4 | 1 | 0.2% |
| 5 | 1 | 0.2% |
| 6 | 3 | 0.6% |
| 7 | 5 | 0.9% |
| 8 | 15 | |
| 9 | 12 | |
| 10 | 17 | |
| 11 | 27 |
| Value | Count | Frequency (%) |
| 18 | 31 | 5.8% |
| 17 | 24 | 4.5% |
| 16 | 71 | 13.3% |
| 15 | 13 | 2.4% |
| 14 | 56 | 10.5% |
| 13 | 37 | 6.9% |
| 12 | 219 | |
| 11 | 27 | 5.1% |
| 10 | 17 | 3.2% |
| 9 | 12 | 2.2% |
EXPERIENCE
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 52 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.822097 |
| Minimum | 0 |
|---|---|
| Maximum | 55 |
| Zeros | 11 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 15 |
| Q3 | 26 |
| 95-th percentile | 42 |
| Maximum | 55 |
| Range | 55 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 12.37971 |
|---|---|
| Coefficient of variation (CV) | 0.694627 |
| Kurtosis | -0.38094845 |
| Mean | 17.822097 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.68775794 |
| Sum | 9517 |
| Variance | 153.25722 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14 | 28 | 5.2% |
| 13 | 23 | 4.3% |
| 10 | 23 | 4.3% |
| 16 | 22 | 4.1% |
| 8 | 19 | 3.6% |
| 7 | 18 | 3.4% |
| 12 | 18 | 3.4% |
| 15 | 18 | 3.4% |
| 3 | 18 | 3.4% |
| 6 | 17 | 3.2% |
| Other values (42) | 330 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 1 | 12 | |
| 2 | 15 | |
| 3 | 18 | |
| 4 | 16 | |
| 5 | 15 | |
| 6 | 17 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 15 |
| Value | Count | Frequency (%) |
| 55 | 1 | 0.2% |
| 54 | 1 | 0.2% |
| 49 | 1 | 0.2% |
| 48 | 1 | 0.2% |
| 47 | 2 | 0.4% |
| 46 | 2 | 0.4% |
| 45 | 6 | |
| 44 | 5 | |
| 43 | 7 | |
| 42 | 7 |
AGE
Real number (ℝ)
HIGH CORRELATION
| Distinct | 47 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.833333 |
| Minimum | 18 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.5 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 28 |
| median | 35 |
| Q3 | 44 |
| 95-th percentile | 60 |
| Maximum | 64 |
| Range | 46 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.726573 |
|---|---|
| Coefficient of variation (CV) | 0.31836849 |
| Kurtosis | -0.58079326 |
| Mean | 36.833333 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.54829713 |
| Sum | 19669 |
| Variance | 137.51251 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 32 | 24 | 4.5% |
| 26 | 22 | 4.1% |
| 36 | 21 | 3.9% |
| 34 | 20 | 3.7% |
| 33 | 20 | 3.7% |
| 35 | 18 | 3.4% |
| 37 | 18 | 3.4% |
| 29 | 18 | 3.4% |
| 38 | 18 | 3.4% |
| 28 | 18 | 3.4% |
| Other values (37) | 337 |
| Value | Count | Frequency (%) |
| 18 | 4 | 0.7% |
| 19 | 10 | |
| 20 | 14 | |
| 21 | 12 | |
| 22 | 13 | |
| 23 | 8 | 1.5% |
| 24 | 13 | |
| 25 | 17 | |
| 26 | 22 | |
| 27 | 17 |
| Value | Count | Frequency (%) |
| 64 | 6 | |
| 63 | 5 | |
| 62 | 3 | 0.6% |
| 61 | 9 | |
| 60 | 5 | |
| 59 | 3 | 0.6% |
| 58 | 2 | 0.4% |
| 57 | 9 | |
| 56 | 8 | |
| 55 | 9 |
SEX
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 24.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 534 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 289 | |
| 1 | 245 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 289 | |
| 1 | 245 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 289 | |
| 1 | 245 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 534 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 289 | |
| 1 | 245 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 534 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 289 | |
| 1 | 245 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 534 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 289 | |
| 1 | 245 |
MARR
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 24.5 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 534 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 350 | |
| 0 | 184 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 350 | |
| 0 | 184 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 350 | |
| 0 | 184 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 534 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 350 | |
| 0 | 184 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 534 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 350 | |
| 0 | 184 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 534 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 350 | |
| 0 | 184 |
RACE
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 24.5 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 | 27 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 534 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 440 | |
| 1 | 67 | 12.5% |
| 2 | 27 | 5.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 440 | |
| 1 | 67 | 12.5% |
| 2 | 27 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 440 | |
| 1 | 67 | 12.5% |
| 2 | 27 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 534 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 440 | |
| 1 | 67 | 12.5% |
| 2 | 27 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 534 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 440 | |
| 1 | 67 | 12.5% |
| 2 | 27 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 534 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 440 | |
| 1 | 67 | 12.5% |
| 2 | 27 | 5.1% |
SOUTH
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 24.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 534 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 378 | |
| 1 | 156 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 378 | |
| 1 | 156 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 378 | |
| 1 | 156 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 534 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 378 | |
| 1 | 156 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 534 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 378 | |
| 1 | 156 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 534 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 378 | |
| 1 | 156 |
exp_div_edu
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 208 |
|---|---|
| Distinct (%) | 39.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5589243 |
| Minimum | 0 |
|---|---|
| Maximum | 18.333333 |
| Zeros | 11 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.14285714 |
| Q1 | 0.61538462 |
| median | 1.1483516 |
| Q3 | 2.065625 |
| 95-th percentile | 3.8116667 |
| Maximum | 18.333333 |
| Range | 18.333333 |
| Interquartile range (IQR) | 1.4502404 |
Descriptive statistics
| Standard deviation | 1.5933418 |
|---|---|
| Coefficient of variation (CV) | 1.0220778 |
| Kurtosis | 29.741516 |
| Mean | 1.5589243 |
| Median Absolute Deviation (MAD) | 0.68007972 |
| Skewness | 3.951342 |
| Sum | 832.46555 |
| Variance | 2.5387382 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 20 | 3.7% |
| 0.6666666667 | 15 | 2.8% |
| 0 | 11 | 2.1% |
| 0.25 | 11 | 2.1% |
| 0.75 | 10 | 1.9% |
| 1.166666667 | 9 | 1.7% |
| 1.666666667 | 9 | 1.7% |
| 1.333333333 | 9 | 1.7% |
| 1.5 | 9 | 1.7% |
| 2 | 9 | 1.7% |
| Other values (198) | 422 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 0.05882352941 | 1 | 0.2% |
| 0.06666666667 | 1 | 0.2% |
| 0.07142857143 | 2 | 0.4% |
| 0.07692307692 | 3 | 0.6% |
| 0.08333333333 | 5 | |
| 0.1176470588 | 1 | 0.2% |
| 0.125 | 2 | 0.4% |
| 0.1428571429 | 3 | 0.6% |
| 0.1538461538 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 18.33333333 | 1 | |
| 13.5 | 1 | |
| 8.8 | 1 | |
| 8 | 1 | |
| 7.5 | 1 | |
| 7.166666667 | 1 | |
| 6.285714286 | 1 | |
| 6.142857143 | 1 | |
| 6.125 | 1 | |
| 6 | 1 |
exp_div_age
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 219 |
|---|---|
| Distinct (%) | 41.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.42786916 |
| Minimum | 0 |
|---|---|
| Maximum | 0.859375 |
| Zeros | 11 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.090909091 |
| Q1 | 0.3041958 |
| median | 0.4375 |
| Q3 | 0.58139535 |
| 95-th percentile | 0.71428571 |
| Maximum | 0.859375 |
| Range | 0.859375 |
| Interquartile range (IQR) | 0.27719954 |
Descriptive statistics
| Standard deviation | 0.19475922 |
|---|---|
| Coefficient of variation (CV) | 0.45518405 |
| Kurtosis | -0.70595621 |
| Mean | 0.42786916 |
| Median Absolute Deviation (MAD) | 0.14132554 |
| Skewness | -0.24995942 |
| Sum | 228.48213 |
| Variance | 0.037931153 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3333333333 | 17 | 3.2% |
| 0 | 11 | 2.1% |
| 0.3076923077 | 11 | 2.1% |
| 0.5 | 10 | 1.9% |
| 0.4705882353 | 9 | 1.7% |
| 0.4375 | 9 | 1.7% |
| 0.5263157895 | 9 | 1.7% |
| 0.4 | 8 | 1.5% |
| 0.2173913043 | 7 | 1.3% |
| 0.28 | 7 | 1.3% |
| Other values (209) | 436 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 0.04166666667 | 1 | 0.2% |
| 0.04545454545 | 1 | 0.2% |
| 0.04761904762 | 2 | 0.4% |
| 0.05 | 3 | 0.6% |
| 0.05263157895 | 5 | |
| 0.08 | 1 | 0.2% |
| 0.08333333333 | 2 | 0.4% |
| 0.09090909091 | 3 | 0.6% |
| 0.09523809524 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 0.859375 | 1 | |
| 0.84375 | 1 | |
| 0.8 | 1 | |
| 0.7894736842 | 1 | |
| 0.7818181818 | 1 | |
| 0.7777777778 | 1 | |
| 0.7719298246 | 1 | |
| 0.7704918033 | 1 | |
| 0.7678571429 | 1 | |
| 0.7636363636 | 1 |
exp_squared
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 52 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 470.59738 |
| Minimum | 0 |
|---|---|
| Maximum | 3025 |
| Zeros | 11 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 64 |
| median | 225 |
| Q3 | 676 |
| 95-th percentile | 1764 |
| Maximum | 3025 |
| Range | 3025 |
| Interquartile range (IQR) | 612 |
Descriptive statistics
| Standard deviation | 570.2328 |
|---|---|
| Coefficient of variation (CV) | 1.2117212 |
| Kurtosis | 2.0998864 |
| Mean | 470.59738 |
| Median Absolute Deviation (MAD) | 200 |
| Skewness | 1.6183486 |
| Sum | 251299 |
| Variance | 325165.45 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 196 | 28 | 5.2% |
| 169 | 23 | 4.3% |
| 100 | 23 | 4.3% |
| 256 | 22 | 4.1% |
| 64 | 19 | 3.6% |
| 49 | 18 | 3.4% |
| 144 | 18 | 3.4% |
| 225 | 18 | 3.4% |
| 9 | 18 | 3.4% |
| 36 | 17 | 3.2% |
| Other values (42) | 330 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 1 | 12 | |
| 4 | 15 | |
| 9 | 18 | |
| 16 | 16 | |
| 25 | 15 | |
| 36 | 17 | |
| 49 | 18 | |
| 64 | 19 | |
| 81 | 15 |
| Value | Count | Frequency (%) |
| 3025 | 1 | 0.2% |
| 2916 | 1 | 0.2% |
| 2401 | 1 | 0.2% |
| 2304 | 1 | 0.2% |
| 2209 | 2 | 0.4% |
| 2116 | 2 | 0.4% |
| 2025 | 6 | |
| 1936 | 5 | |
| 1849 | 7 | |
| 1764 | 7 |
| WAGE | OCCUPATION | EDUCATION | EXPERIENCE | AGE | exp_div_edu | exp_div_age | exp_squared | SECTOR | UNION | SEX | MARR | RACE | SOUTH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| WAGE | 1.000 | 0.009 | 0.381 | 0.169 | 0.252 | 0.089 | 0.111 | 0.169 | 0.000 | 0.224 | 0.225 | 0.144 | 0.072 | 0.155 |
| OCCUPATION | 0.009 | 1.000 | -0.236 | -0.021 | -0.071 | 0.030 | 0.016 | -0.021 | 0.356 | 0.219 | 0.407 | 0.053 | 0.040 | 0.067 |
| EDUCATION | 0.381 | -0.236 | 1.000 | -0.306 | -0.107 | -0.475 | -0.429 | -0.306 | 0.180 | 0.000 | 0.000 | 0.000 | 0.226 | 0.103 |
| EXPERIENCE | 0.169 | -0.021 | -0.306 | 1.000 | 0.973 | 0.976 | 0.988 | 1.000 | 0.102 | 0.069 | 0.105 | 0.353 | 0.079 | 0.000 |
| AGE | 0.252 | -0.071 | -0.107 | 0.973 | 1.000 | 0.905 | 0.929 | 0.973 | 0.080 | 0.037 | 0.117 | 0.342 | 0.081 | 0.000 |
| exp_div_edu | 0.089 | 0.030 | -0.475 | 0.976 | 0.905 | 1.000 | 0.998 | 0.976 | 0.135 | 0.055 | 0.119 | 0.170 | 0.159 | 0.047 |
| exp_div_age | 0.111 | 0.016 | -0.429 | 0.988 | 0.929 | 0.998 | 1.000 | 0.988 | 0.129 | 0.072 | 0.028 | 0.342 | 0.087 | 0.091 |
| exp_squared | 0.169 | -0.021 | -0.306 | 1.000 | 0.973 | 0.976 | 0.988 | 1.000 | 0.087 | 0.095 | 0.069 | 0.217 | 0.103 | 0.130 |
| SECTOR | 0.000 | 0.356 | 0.180 | 0.102 | 0.080 | 0.135 | 0.129 | 0.087 | 1.000 | 0.079 | 0.171 | 0.000 | 0.000 | 0.055 |
| UNION | 0.224 | 0.219 | 0.000 | 0.069 | 0.037 | 0.055 | 0.072 | 0.095 | 0.079 | 1.000 | 0.146 | 0.077 | 0.064 | 0.068 |
| SEX | 0.225 | 0.407 | 0.000 | 0.105 | 0.117 | 0.119 | 0.028 | 0.069 | 0.171 | 0.146 | 1.000 | 0.000 | 0.000 | 0.000 |
| MARR | 0.144 | 0.053 | 0.000 | 0.353 | 0.342 | 0.170 | 0.342 | 0.217 | 0.000 | 0.077 | 0.000 | 1.000 | 0.000 | 0.000 |
| RACE | 0.072 | 0.040 | 0.226 | 0.079 | 0.081 | 0.159 | 0.087 | 0.103 | 0.000 | 0.064 | 0.000 | 0.000 | 1.000 | 0.110 |
| SOUTH | 0.155 | 0.067 | 0.103 | 0.000 | 0.000 | 0.047 | 0.091 | 0.130 | 0.055 | 0.068 | 0.000 | 0.000 | 0.110 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| WAGE | OCCUPATION | SECTOR | UNION | EDUCATION | EXPERIENCE | AGE | SEX | MARR | RACE | SOUTH | exp_div_edu | exp_div_age | exp_squared | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | ||||||||||||||
| 1 | 1.629241 | 6 | 1 | 0 | 8 | 21 | 35 | 1 | 1 | 2 | 0 | 2.625000 | 0.600000 | 441 |
| 2 | 1.599388 | 6 | 1 | 0 | 9 | 42 | 57 | 1 | 1 | 3 | 0 | 4.666667 | 0.736842 | 1764 |
| 3 | 1.897620 | 6 | 1 | 0 | 12 | 1 | 19 | 0 | 0 | 3 | 0 | 0.083333 | 0.052632 | 1 |
| 4 | 1.386294 | 6 | 0 | 0 | 12 | 4 | 22 | 0 | 0 | 3 | 0 | 0.333333 | 0.181818 | 16 |
| 5 | 2.014903 | 6 | 0 | 0 | 12 | 17 | 35 | 0 | 1 | 3 | 0 | 1.416667 | 0.485714 | 289 |
| 6 | 2.570320 | 6 | 0 | 1 | 13 | 9 | 28 | 0 | 0 | 3 | 0 | 0.692308 | 0.321429 | 81 |
| 7 | 1.492904 | 6 | 0 | 0 | 10 | 27 | 43 | 0 | 0 | 3 | 1 | 2.700000 | 0.627907 | 729 |
| 8 | 2.968875 | 6 | 0 | 0 | 12 | 9 | 27 | 0 | 0 | 3 | 0 | 0.750000 | 0.333333 | 81 |
| 9 | 2.586259 | 6 | 1 | 0 | 16 | 11 | 33 | 0 | 1 | 3 | 0 | 0.687500 | 0.333333 | 121 |
| 10 | 2.169054 | 6 | 0 | 0 | 12 | 9 | 27 | 0 | 0 | 3 | 0 | 0.750000 | 0.333333 | 81 |
| WAGE | OCCUPATION | SECTOR | UNION | EDUCATION | EXPERIENCE | AGE | SEX | MARR | RACE | SOUTH | exp_div_edu | exp_div_age | exp_squared | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | ||||||||||||||
| 525 | 1.749200 | 5 | 0 | 1 | 9 | 34 | 49 | 1 | 1 | 1 | 1 | 3.777778 | 0.693878 | 1156 |
| 526 | 2.037317 | 5 | 0 | 0 | 15 | 11 | 32 | 1 | 1 | 3 | 0 | 0.733333 | 0.343750 | 121 |
| 527 | 2.525729 | 5 | 0 | 0 | 15 | 10 | 31 | 0 | 0 | 3 | 0 | 0.666667 | 0.322581 | 100 |
| 528 | 2.772589 | 5 | 0 | 0 | 12 | 12 | 30 | 0 | 1 | 3 | 1 | 1.000000 | 0.400000 | 144 |
| 529 | 2.467252 | 5 | 0 | 1 | 16 | 6 | 28 | 1 | 0 | 3 | 0 | 0.375000 | 0.214286 | 36 |
| 530 | 2.430098 | 5 | 0 | 0 | 18 | 5 | 29 | 0 | 0 | 3 | 0 | 0.277778 | 0.172414 | 25 |
| 531 | 1.808289 | 5 | 0 | 0 | 12 | 33 | 51 | 1 | 1 | 1 | 0 | 2.750000 | 0.647059 | 1089 |
| 532 | 3.146305 | 5 | 0 | 1 | 17 | 25 | 48 | 1 | 1 | 1 | 0 | 1.470588 | 0.520833 | 625 |
| 533 | 2.989714 | 5 | 0 | 1 | 12 | 13 | 31 | 0 | 1 | 3 | 1 | 1.083333 | 0.419355 | 169 |
| 534 | 2.733068 | 5 | 1 | 0 | 16 | 33 | 55 | 0 | 1 | 3 | 0 | 2.062500 | 0.600000 | 1089 |